He Xiao

He Xiao

24 Fall @ HKU

Selected Publications

Journal Articles

  1. H. Xiao, H. Liu, D. Cheng, W. Xu, J. Xiong, Z. Liu, N. Wong. HKPIM: A Hybrid Kernel-fused Processing-In-Memory Framework for Efficient Large Language Model Inference. IEEE TCAD, 2025 (under review).
  2. H. Xiao, D. Xie, X. Hu, Y. Zhou, S. Duan. Brain-Inspired Recognition System Based on Multimodal In-Memory Computing Framework for Edge AI. IEEE TCAS-I, 71(5):2294–2307, 2024.
  3. H. Xiao, X. Hu, T. Gao, Y. Zhou, S. Duan, Y. Chen. Efficient Low-bit Neural Network with Memristor-Based Reconfigurable Circuits. IEEE TCAS-II, 71(1):66–70, 2024.
  4. H. Xiao, Y. Zhou, T. Gao, S. Duan, G. Chen, X. Hu. Memristor-Based Light-Weight Transformer Circuit Implementation for Speech Recognition. IEEE JETCAS, 13(1):344–356, 2023.
  5. H. Xiao, H. Sun, T. Zhao, Y. Zhou, X. Hu. Pure-Attention-Based Multi-Function Memristive Neuromorphic Circuit and System. Int. J. Bifurcation Chaos, 33(9):2330023, 2023.

Conference Papers

  1. H. Xiao, R. Yang, Q. Yang, W. Xu, Z. Li, Y. Su, Z. Liu, H. Yang, N. Wong. PTQTP: Post-Training Quantization to Trit-Planes for Large Language Models. ICLR 2026 (under review).
  2. H. Xiao, Q. Yang, D. Xie, W. Xu, W. Zhou, H. Liu, Z. Liu, N. Wong. Exploring Layer-wise Information Effectiveness for Post-Training Quantization in Small Language Models. AAAI 2026 (under review).
  3. H. Xiao, Y. Zhou, D. Xie, Q. Cheng, X. Hu, Z. Liu, N. Wong. A Unified Compute-In-Memory Framework for Multisensory Emotion Recognition. ASP-DAC 2025 (poster).
  4. H. Xiao, H. Liu, Z. Liu, N. Wong. Brain-Inspired Quantized Spiking Neural Networks with Efficient Analog Neurons. MIND 2025 (poster).

Patents

  1. Y. Zhou, H. Xiao, X. Hu, H. Hong, S. Duan. Speech Recognition System Based on Light-Weight Transformer. Chinese Patent ZL 2023 1 0065728.1.
  2. Y. Zhou, H. Xiao, X. Hu, H. Hong, S. Duan. Memristor-Based Text Sentiment Detection System. Chinese Patent ZL 2023 1 0091466.6.
  3. X. Hu, D. Xie, Y. Zhou, H. Xiao. Image Restoration Method Based on Brain-Inspired Vision Transformer for Edge ADAS Devices. Chinese Patent ZL 2023 1 1466352.1.